White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Full extent, all covariates (u and v become vel_mag), evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9600639 | 0.9582382 | 0.9968219 | 0.9525992 |
| bt | 0.8146965 | 0.9383502 | 0.8346276 | 0.5223907 |
| maxnet | 0.6581470 | 0.9734883 | 0.7842925 | 0.4586867 |
| gam | NA | NA | 0.7828085 | NA |
| glm | NA | NA | 0.7164246 | NA |
Variable Importance
